Call For Papers

We invite participation in the ML Systems Workshop which will be held in conjunction with NIPS 2016 on December 10, 2016 in Barcelona.

Submission Deadline *extended*: October 15, 2016
Submission Website: https://cmt.research.microsoft.com/MLSYS2016/Default.aspx  
Submission DetailsPapers can be up to 6 pages not including references and should use the NIPS 2016 format

Overview

The goal of this workshop is to bring together experts working at the crossroads of ML, system design and software engineering to explore the challenges faced when building practical large-scale machine learning systems. In particular, we aim to elicit new connections among these diverse fields, identify tools, best practices and design principles. The workshop will cover ML and AI platforms and algorithm toolkits (Caffe, Tensor Flow, Torch etc), as well as dive into Machine learning focused developments in distributed learning platforms, programming languages, data structures and general purpose GPU programming.

We welcome high quality papers in the broad area of large scale systems and software design for machine learning.   A few (non-exhaustive) topics of interest include
  • Systems for training and serving machine learning models at scale
  • Systems for online and batch learning algorithms
  • Systems for out-of-core machine learning
  • Systems for scalable deep learning
  • Large scale distributed learning algorithms -- challenges faced and lessons learned
  • Database systems for large scale learning
  • Programming languages for machine learning
  • Machine learning system design -- learning for job scheduling, configuration tuning, straggler mitigation, network configuration, security, and other systems challenges
  • Interactive machine learning systems
  • Benchmarking systems [for machine learning algorithms]
Through invited talks and presentations by the participants, this workshop will showcase the latest advances in machine learning systems and address challenges at the intersection of Machine Learning and System Design.

Submission Instructions

  • We welcome submissions up to 6 pages (not including references)
  • All submissions must be in PDF format and should follow the NIPS 2016 format
  • Submissions do not have to be anonymized
  • Please submit your contribution no later than October 15, 2016 using: https://cmt.research.microsoft.com/MLSYS2016/Default.aspx/  

Camera Ready Papers
  • Camera ready papers can be up to 6 pages (not including references)
  • in PDF format following the the NIPS 2016 format
  • Submission instructions to follow

Important Dates

  • Paper Submission Deadline *extended*: October 15, 2016
  • Acceptance Notifications *extended*: October 28, 2016
  • Camera Ready Submissions *extended*: November 22, 2016
  • Workshop: December 10, 2016

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